Overview

Brought to you by YData

Dataset statistics

Number of variables	15
Number of observations	891
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	104.5 KiB
Average record size in memory	120.1 B

Variable types

Numeric	6
Categorical	7
Text	2

Alerts

`FamilySize` is highly overall correlated with `Fare` and 3 other fields	High correlation
`Fare` is highly overall correlated with `FamilySize` and 1 other fields	High correlation
`Has_Cabin` is highly overall correlated with `Fare` and 1 other fields	High correlation
`IsAlone` is highly overall correlated with `FamilySize` and 2 other fields	High correlation
`Parch` is highly overall correlated with `FamilySize` and 1 other fields	High correlation
`Pclass` is highly overall correlated with `Has_Cabin`	High correlation
`Sex` is highly overall correlated with `Survived` and 1 other fields	High correlation
`SibSp` is highly overall correlated with `FamilySize` and 1 other fields	High correlation
`Survived` is highly overall correlated with `Sex` and 1 other fields	High correlation
`Title` is highly overall correlated with `Sex` and 1 other fields	High correlation
`PassengerId` is uniformly distributed	Uniform
`PassengerId` has unique values	Unique
`Name` has unique values	Unique
`SibSp` has 608 (68.2%) zeros	Zeros
`Parch` has 678 (76.1%) zeros	Zeros
`Fare` has 15 (1.7%) zeros	Zeros

Reproduction

Analysis started	2025-10-06 16:41:18.908025
Analysis finished	2025-10-06 16:41:31.844992
Duration	12.94 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

PassengerId
Real number (ℝ)

Uniform Unique

Distinct	891
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	446

Minimum	1
Maximum	891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	1
5-th percentile	45.5
Q1	223.5
median	446
Q3	668.5
95-th percentile	846.5
Maximum	891
Range	890
Interquartile range (IQR)	445

Descriptive statistics

Standard deviation	257.35384
Coefficient of variation (CV)	0.57702655
Kurtosis	-1.2
Mean	446
Median Absolute Deviation (MAD)	223
Skewness	0
Sum	397386
Variance	66231
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
891	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
Other values (881)	881	98.9%

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%
10	1	0.1%

Value	Count	Frequency (%)
891	1	0.1%
890	1	0.1%
889	1	0.1%
888	1	0.1%
887	1	0.1%
886	1	0.1%
885	1	0.1%
884	1	0.1%
883	1	0.1%
882	1	0.1%

Survived
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

0	549
1	342

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	891
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring characters

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	549	61.6%
1	342	38.4%

Pclass
Categorical

High correlation

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

3	491
1	216
2	184

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	891
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	1
3rd row	3
4th row	1
5th row	3

Common Values

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring characters

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	491	55.1%
1	216	24.2%
2	184	20.7%

Name
Text

Unique

Distinct	891
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

Length

Max length	82
Median length	52
Mean length	26.965208
Min length	12

Characters and Unicode

Total characters	24026
Distinct characters	60
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	891 ?
Unique (%)	100.0%

Sample

1st row	Braund, Mr. Owen Harris
2nd row	Cumings, Mrs. John Bradley (Florence Briggs Thayer)
3rd row	Heikkinen, Miss. Laina
4th row	Futrelle, Mrs. Jacques Heath (Lily May Peel)
5th row	Allen, Mr. William Henry

Value	Count	Frequency (%)
mr	521	14.4%
miss	182	5.0%
mrs	129	3.6%
william	64	1.8%
john	44	1.2%
master	40	1.1%
henry	35	1.0%
james	24	0.7%
george	24	0.7%
charles	23	0.6%
Other values (1515)	2538	70.0%

Most occurring characters

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	24026	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	24026	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	24026	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2735	11.4%
r	1958	8.1%
e	1703	7.1%
a	1657	6.9%
i	1325	5.5%
n	1304	5.4%
s	1297	5.4%
M	1128	4.7%
l	1067	4.4%
o	1008	4.2%
Other values (50)	8844	36.8%

Sex
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

male	577
female	314

Length

Max length	6
Median length	4
Mean length	4.704826
Min length	4

Characters and Unicode

Total characters	4192
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	female
3rd row	female
4th row	female
5th row	male

Common Values

Value	Count	Frequency (%)
male	577	64.8%
female	314	35.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	577	64.8%
female	314	35.2%

Most occurring characters

Value	Count	Frequency (%)
e	1205	28.7%
m	891	21.3%
a	891	21.3%
l	891	21.3%
f	314	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4192	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1205	28.7%
m	891	21.3%
a	891	21.3%
l	891	21.3%
f	314	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4192	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1205	28.7%
m	891	21.3%
a	891	21.3%
l	891	21.3%
f	314	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4192	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1205	28.7%
m	891	21.3%
a	891	21.3%
l	891	21.3%
f	314	7.5%

Age
Real number (ℝ)

Distinct	88
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.361582

Minimum	0.42
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0.42
5-th percentile	6
Q1	22
median	28
Q3	35
95-th percentile	54
Maximum	80
Range	79.58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	13.019697
Coefficient of variation (CV)	0.44342625
Kurtosis	0.99387102
Mean	29.361582
Median Absolute Deviation (MAD)	6
Skewness	0.51024466
Sum	26161.17
Variance	169.5125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	202	22.7%
24	30	3.4%
22	27	3.0%
18	26	2.9%
30	25	2.8%
19	25	2.8%
21	24	2.7%
25	23	2.6%
36	22	2.5%
29	20	2.2%
Other values (78)	467	52.4%

Value	Count	Frequency (%)
0.42	1	0.1%
0.67	1	0.1%
0.75	2	0.2%
0.83	2	0.2%
0.92	1	0.1%
1	7	0.8%
2	10	1.1%
3	6	0.7%
4	10	1.1%
5	4	0.4%

Value	Count	Frequency (%)
80	1	0.1%
74	1	0.1%
71	2	0.2%
70.5	1	0.1%
70	2	0.2%
66	1	0.1%
65	3	0.3%
64	2	0.2%
63	2	0.2%
62	4	0.4%

SibSp
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52300786

Minimum	0
Maximum	8
Zeros	608
Zeros (%)	68.2%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1027434
Coefficient of variation (CV)	2.1084644
Kurtosis	17.88042
Mean	0.52300786
Median Absolute Deviation (MAD)	0
Skewness	3.6953517
Sum	466
Variance	1.2160431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	608	68.2%
1	209	23.5%
2	28	3.1%
4	18	2.0%
3	16	1.8%
8	7	0.8%
5	5	0.6%

Value	Count	Frequency (%)
0	608	68.2%
1	209	23.5%
2	28	3.1%
3	16	1.8%
4	18	2.0%
5	5	0.6%
8	7	0.8%

Value	Count	Frequency (%)
8	7	0.8%
5	5	0.6%
4	18	2.0%
3	16	1.8%
2	28	3.1%
1	209	23.5%
0	608	68.2%

Parch
Real number (ℝ)

High correlation Zeros

Distinct	7
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38159371

Minimum	0
Maximum	6
Zeros	678
Zeros (%)	76.1%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.80605722
Coefficient of variation (CV)	2.1123441
Kurtosis	9.7781252
Mean	0.38159371
Median Absolute Deviation (MAD)	0
Skewness	2.749117
Sum	340
Variance	0.64972824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	678	76.1%
1	118	13.2%
2	80	9.0%
5	5	0.6%
3	5	0.6%
4	4	0.4%
6	1	0.1%

Value	Count	Frequency (%)
0	678	76.1%
1	118	13.2%
2	80	9.0%
3	5	0.6%
4	4	0.4%
5	5	0.6%
6	1	0.1%

Value	Count	Frequency (%)
6	1	0.1%
5	5	0.6%
4	4	0.4%
3	5	0.6%
2	80	9.0%
1	118	13.2%
0	678	76.1%

Ticket
Text

Distinct	681
Distinct (%)	76.4%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

	Age	Embarked	FamilySize	Fare	Has_Cabin	IsAlone	Parch	PassengerId	Pclass	Sex	SibSp	Survived	Title
Age	1.000	0.151	-0.183	0.126	0.278	0.348	-0.217	0.035	0.265	0.106	-0.145	0.158	0.365
Embarked	0.151	1.000	0.083	0.198	0.235	0.107	0.051	0.000	0.263	0.117	0.091	0.171	0.133
FamilySize	-0.183	0.083	1.000	0.529	0.070	0.642	0.801	-0.050	0.137	0.205	0.849	0.215	0.252
Fare	0.126	0.198	0.529	1.000	0.582	0.304	0.410	-0.014	0.479	0.189	0.447	0.283	0.097
Has_Cabin	0.278	0.235	0.070	0.582	1.000	0.152	0.091	0.063	0.790	0.134	0.138	0.313	0.158
IsAlone	0.348	0.107	0.642	0.304	0.152	1.000	0.686	0.000	0.127	0.300	0.837	0.198	0.495
Parch	-0.217	0.051	0.801	0.410	0.091	0.686	1.000	0.001	0.022	0.247	0.450	0.157	0.269
PassengerId	0.035	0.000	-0.050	-0.014	0.063	0.000	0.001	1.000	0.032	0.066	-0.061	0.104	0.040
Pclass	0.265	0.263	0.137	0.479	0.790	0.127	0.022	0.032	1.000	0.130	0.148	0.337	0.189
Sex	0.106	0.117	0.205	0.189	0.134	0.300	0.247	0.066	0.130	1.000	0.206	0.540	0.992
SibSp	-0.145	0.091	0.849	0.447	0.138	0.837	0.450	-0.061	0.148	0.206	1.000	0.187	0.294
Survived	0.158	0.171	0.215	0.283	0.313	0.198	0.157	0.104	0.337	0.540	0.187	1.000	0.565
Title	0.365	0.133	0.252	0.097	0.158	0.495	0.269	0.040	0.189	0.992	0.294	0.565	1.000

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Embarked	Has_Cabin	FamilySize	IsAlone	Title
0	1	0	3	Braund, Mr. Owen Harris	male	22.0	1	0	A/5 21171	7.2500	S	0	2	0	Mr
1	2	1	1	Cumings, Mrs. John Bradley (Florence Briggs Thayer)	female	38.0	1	0	PC 17599	71.2833	C	1	2	0	Mrs
2	3	1	3	Heikkinen, Miss. Laina	female	26.0	0	0	STON/O2. 3101282	7.9250	S	0	1	1	Miss
3	4	1	1	Futrelle, Mrs. Jacques Heath (Lily May Peel)	female	35.0	1	0	113803	53.1000	S	1	2	0	Mrs
4	5	0	3	Allen, Mr. William Henry	male	35.0	0	0	373450	8.0500	S	0	1	1	Mr
5	6	0	3	Moran, Mr. James	male	28.0	0	0	330877	8.4583	Q	0	1	1	Mr
6	7	0	1	McCarthy, Mr. Timothy J	male	54.0	0	0	17463	51.8625	S	1	1	1	Mr
7	8	0	3	Palsson, Master. Gosta Leonard	male	2.0	3	1	349909	21.0750	S	0	5	0	Master
8	9	1	3	Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)	female	27.0	0	2	347742	11.1333	S	0	3	0	Mrs
9	10	1	2	Nasser, Mrs. Nicholas (Adele Achem)	female	14.0	1	0	237736	30.0708	C	0	2	0	Mrs

	PassengerId	Survived	Pclass	Name	Sex	Age	SibSp	Parch	Ticket	Fare	Embarked	Has_Cabin	FamilySize	IsAlone	Title
881	882	0	3	Markun, Mr. Johann	male	33.0	0	0	349257	7.8958	S	0	1	1	Mr
882	883	0	3	Dahlberg, Miss. Gerda Ulrika	female	22.0	0	0	7552	10.5167	S	0	1	1	Miss
883	884	0	2	Banfield, Mr. Frederick James	male	28.0	0	0	C.A./SOTON 34068	10.5000	S	0	1	1	Mr
884	885	0	3	Sutehall, Mr. Henry Jr	male	25.0	0	0	SOTON/OQ 392076	7.0500	S	0	1	1	Mr
885	886	0	3	Rice, Mrs. William (Margaret Norton)	female	39.0	0	5	382652	29.1250	Q	0	6	0	Mrs
886	887	0	2	Montvila, Rev. Juozas	male	27.0	0	0	211536	13.0000	S	0	1	1	Rare
887	888	1	1	Graham, Miss. Margaret Edith	female	19.0	0	0	112053	30.0000	S	1	1	1	Miss
888	889	0	3	Johnston, Miss. Catherine Helen "Carrie"	female	28.0	1	2	W./C. 6607	23.4500	S	0	4	0	Miss
889	890	1	1	Behr, Mr. Karl Howell	male	26.0	0	0	111369	30.0000	C	1	1	1	Mr
890	891	0	3	Dooley, Mr. Patrick	male	32.0	0	0	370376	7.7500	Q	0	1	1	Mr

Total characters	6015
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

Distinct	248
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.204208

Minimum	0
Maximum	512.3292
Zeros	15
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	7.1 KiB

Minimum	0
5-th percentile	7.225
Q1	7.9104
median	14.4542
Q3	31
95-th percentile	112.07915
Maximum	512.3292
Range	512.3292
Interquartile range (IQR)	23.0896

Standard deviation	49.693429
Coefficient of variation (CV)	1.5430725
Kurtosis	33.398141
Mean	32.204208
Median Absolute Deviation (MAD)	6.9042
Skewness	4.7873165
Sum	28693.949
Variance	2469.4368
Monotonicity	Not monotonic

Standard deviation	1.6134585
Coefficient of variation (CV)	0.84713704
Kurtosis	9.159666
Mean	1.9046016
Median Absolute Deviation (MAD)	0
Skewness	2.7274415
Sum	1697
Variance	2.6032485
Monotonicity	Not monotonic

Total characters	2484
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Correlations

Missing values

Sample

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)